{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ARCH/GARCH Volatility Forecasting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The development of a volatility model for an asset-return series consists of four steps:\n",
    "1. Build an ARMA time series model for the financial time series based on the serial dependence revealed by the ACF and PACF.\n",
    "2. Test the residuals of the model for ARCH/GARCH effects, again relying on the ACF and PACF for the series of the squared residual.\n",
    "3. Specify a volatility model if serial correlation effects are significant, and jointly estimate the mean and volatility equations.\n",
    "4. Check the fitted model carefully and refine it if necessary\n",
    "\n",
    "When applying volatility forecasting to return series, the serial dependence may be limited so that a constant mean may be used instead of an ARMA model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `arch` library provides several options to estimate volatility-forecasting models. It offers several options to model the expected mean, including a constant mean, the AR(p) model discussed in the section on univariate time series models above as well as more recent heterogeneous autoregressive processes (HAR) that use daily (1 day), weekly (5 days), and monthly (22 days) lags to capture the trading frequencies of short-, medium-, and long-term investors.\n",
    "\n",
    "The mean models can be jointly defined and estimated with several conditional heteroskedasticity models that include, in addition to ARCH and GARCH, the exponential GARCH (EGARCH) model, which allows for asymmetric effects between positive and negative returns and the heterogeneous ARCH (HARCH) model, which complements the HAR mean model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:16.810135Z",
     "start_time": "2018-10-31T21:14:16.600515Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import warnings\n",
    "from datetime import date\n",
    "\n",
    "import pandas as pd\n",
    "import pandas_datareader.data as web\n",
    "\n",
    "import numpy as np\n",
    "from numpy.linalg import LinAlgError\n",
    "\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.tsa.api as tsa\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "from statsmodels.tsa.stattools import acf, q_stat, adfuller\n",
    "\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "from scipy.stats import probplot, moment\n",
    "\n",
    "from arch import arch_model\n",
    "from arch.univariate import ConstantMean, GARCH, Normal\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:16.823980Z",
     "start_time": "2018-10-31T21:14:16.818406Z"
    }
   },
   "outputs": [],
   "source": [
    "warnings.filterwarnings('ignore')\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlogram Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:16.833961Z",
     "start_time": "2018-10-31T21:14:16.827651Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_correlogram(x, lags=None, title=None):    \n",
    "    lags = min(10, int(len(x)/5)) if lags is None else lags\n",
    "    fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(14, 8))\n",
    "    x.plot(ax=axes[0][0])\n",
    "    q_p = np.max(q_stat(acf(x, nlags=lags), len(x))[1])\n",
    "    stats = f'Q-Stat: {np.max(q_p):>8.2f}\\nADF: {adfuller(x)[1]:>11.2f}'\n",
    "    axes[0][0].text(x=.02, y=.85, s=stats, transform=axes[0][0].transAxes)\n",
    "    probplot(x, plot=axes[0][1])\n",
    "    mean, var, skew, kurtosis = moment(x, moment=[1, 2, 3, 4])\n",
    "    s = f'Mean: {mean:>12.2f}\\nSD: {np.sqrt(var):>16.2f}\\nSkew: {skew:12.2f}\\nKurtosis:{kurtosis:9.2f}'\n",
    "    axes[0][1].text(x=.02, y=.75, s=s, transform=axes[0][1].transAxes)\n",
    "    plot_acf(x=x, lags=lags, zero=False, ax=axes[1][0])\n",
    "    plot_pacf(x, lags=lags, zero=False, ax=axes[1][1])\n",
    "    axes[1][0].set_xlabel('Lag')\n",
    "    axes[1][1].set_xlabel('Lag')\n",
    "    fig.suptitle(title, fontsize=20)\n",
    "    fig.tight_layout()\n",
    "    fig.subplots_adjust(top=.9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download NASDAQ Index Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use daily NASDAQ returns from 1998-2017 to demonstrate the usage of a GARCH model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:18.993740Z",
     "start_time": "2018-10-31T21:14:16.839212Z"
    }
   },
   "outputs": [],
   "source": [
    "nasdaq = web.DataReader('NASDAQCOM', 'fred', '1998', '2017-12-31').squeeze()\n",
    "nasdaq_returns = np.log(nasdaq).diff().dropna().mul(100) # rescale to faciliate optimization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore Returns and Volatility"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The rescaled daily return series exhibits only limited autocorrelation, but the squared deviations from the mean do have substantial memory reflected in the slowly-decaying ACF and the PACF high for the first two and cutting off only after the first six lags:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:39.480236Z",
     "start_time": "2018-10-31T21:14:18.996430Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_correlogram(nasdaq_returns, lags=250, title='NASDAQ Daily Returns')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function plot_correlogram produces the following output:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:14:44.487748Z",
     "start_time": "2018-10-31T21:14:39.481564Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_correlogram(nasdaq_returns.sub(nasdaq_returns.mean()).pow(2), lags=120, title='NASDAQ Daily Volatility')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Selection: rolling out-of-sample forecasts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hence, we can estimate a GARCH model to capture the linear relationship of past volatilities. We will use rolling 10-year windows to estimate a GARCH(p, q) model with p and q ranging from 1-4 to generate 1-step out-of-sample forecasts. \n",
    "\n",
    "We then compare the RMSE of the predicted volatility relative to the actual squared deviation of the return from its mean to identify the most predictive model. We are using winsorized data to limit the impact of extreme return values reflected in the very high positive skew of the volatility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:46:35.424462Z",
     "start_time": "2018-10-31T21:14:44.489122Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 | 1\n",
      "1 | 2\n",
      "1 | 3\n",
      "1 | 4\n",
      "2 | 1\n",
      "2 | 2\n",
      "2 | 3\n",
      "2 | 4\n",
      "3 | 1\n",
      "3 | 2\n",
      "3 | 3\n",
      "3 | 4\n",
      "4 | 1\n",
      "4 | 2\n",
      "4 | 3\n",
      "4 | 4\n"
     ]
    }
   ],
   "source": [
    "trainsize = 10 * 252  # 10 years\n",
    "data = nasdaq_returns.clip(lower=nasdaq_returns.quantile(.05),\n",
    "                           upper=nasdaq_returns.quantile(.95))\n",
    "T = len(nasdaq_returns)\n",
    "test_results = {}\n",
    "for p in range(1, 5):\n",
    "    for q in range(1, 5):\n",
    "        print(f'{p} | {q}')\n",
    "        result = []\n",
    "        for s, t in enumerate(range(trainsize, T-1)):\n",
    "            train_set = data.iloc[s: t]\n",
    "            test_set = data.iloc[t+1]  # 1-step ahead forecast\n",
    "            model = arch_model(y=train_set, p=p, q=q).fit(disp='off')\n",
    "            forecast = model.forecast(horizon=1)\n",
    "            mu = forecast.mean.iloc[-1, 0]\n",
    "            var = forecast.variance.iloc[-1, 0]\n",
    "            result.append([(test_set-mu)**2, var])\n",
    "        df = pd.DataFrame(result, columns=['y_true', 'y_pred'])\n",
    "        test_results[(p, q)] = np.sqrt(mean_squared_error(df.y_true, df.y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:46:35.616522Z",
     "start_time": "2018-10-31T21:46:35.425740Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rfRyHCfbfHMngswNnWTCmc5Xb3Z31zLoxjCc+PUJGQRnerkYAzKrGjI8OUVJuRa9TeOPu7uw+mUNcWgGHz+SxM/EcMX/tXiGvfh29CfZ2YeKbe4lq68FTN4bx0LrYeq9jbX2x7wzrdqXy4l3XVrndw2Rg0W1deeCtfaTlluLj5gSA2WJl0uq9FJtVDDqFD6f14cffsjiYmsesMRGs/SmZDQfTWTyhK3dcF8yHu0/R3s+Vvw3ryF9W7Sa/xGLPq6no2HcEEUNuYdd/Xqpyu7m4kL0fr2L4I//Ezac1pQW2gKQzGBnx6PMYTS5YVQvfrniKwKho/Dt0ocN1QxkwZRYAO955kYSd3xIx+Gac3TyIvvNvnD74c4PV70psS8hhY3wWMwaFVrnd1UnPg/3a8dx3CWQXleNpsoWPclVj8aYTlFqs6BX4182dOXAmjxNZxfyWUcivp/JYPDr8kvx0CtwbHcTBs/n1Wa0/5UqG7Lds2cKWLVvsf48YMYIRI0bUen9VVUlKSmL+/PmYzWbmzZtHeHg4gYGB6HQ6li1bRlFREcuXLyc1NRV3d3d+/vlnFi1adAU1cqBgH3s6jzaeztVuHxnZmh+PnyOjoAyA88Xl9m0l5VYADDoFg16xf+cfz6x6vGxQmB+b4jIAiEsrwN1kwNfNiXNF5jqoydXbl3SeIG+XareP7dmW745kkJZbCkDOH8pdbLb1zAz6C21xoTH6hfnae+xf7jvLjBvD+HD3KSZeH8z7P6eSf+GqJ6eJtMHvAsKvofBcRrXbk/b9QLse/XHzaQ2AyaMVYLvENppsbWhVLVitqv3hdEHXXGff3y80guLcbPu+Jo9WnDmytx5qcvWOZRTi7179l/Ggjt7sScklu8h2buSXXrySLbXYzhG9TkGvU+wd46SckmrzuynSnz3J5+nk51YHpa9bV3K7hCsN7pX5+vri4eGByWTCZDIRGRlJSkoKgYGB9jRubm5ERUURGxtLcHAw6enpPProowCYzWZmzJjBq6++WuNxGiXYv/baa0yfPr0xDl2tdj4uGHQ6XvtLN1yd9Hzy6xk2xWUCth7I25N6EeztwhcHznI0raDGvPw9nMjIL7P/nVVQhr9H0wn2lxPq54ZRr/De367HzVnPf3ak8NX+s4CtLb6c2Z8QX1fe35XKoVN5eLsayS8pR71whqTnlRLgZfti7XDhRP5wWh/0isKrmxP46Xh241TsTyjIPItVtfDdyjlYSovpMmw8HfvcAIDVqrJx6UwKstKIGHIzfh26VNjXqlo4+cs2rrvj4cYoep1r62nCoFNYPDock1HPN0cz+TExB7B9Ll4Y24U2ns58G5/FieziGvPycTVyfftWLNp4gmkDm16wb8hf0EZHR/P222+jqioWi4WEhARuvvlm8vPz0ev1uLm5YTabOXToEOPHj6dXr168+eab9v3vu+++ywZ6aIBg/8ILL1T4W9M04uLi7LPIs2fPru8i1Ipep9C5jTuPfnwIZ4OO1ff2JO5sAafOl2DVYMq7+3F31rPktig6+rly8jIf5ubMoFOICvJi8uq9mIw6Pp7el9jUXJKzi7FqMH7lLjxMBmIm9yQ8wJ3sgrJq89LrFUL93LjvjV9o42Xi/b9fzy0v7aTgD73CpsyqquSkJjDi0eexlJfx7fJZ+IV2wTMgCJ1Oz83/eA1zcSE/rv4XuWeTaRUYat/3l49WERB2Da3Drmm8CtQhvQ46+rqy+NsTOOkVnr+lM8ezikjLL8OqwVPr43F10vP08I60a2Xi1IUrw6rcf30w6/adabrL2euwYCtXruTo0aMUFBQwdepUJk6ciMVi+/yPHDmS4OBgevTowaxZs9DpdAwfPpyQkBBSUlKIiYnBarWiaRr9+vWjd+/ef7oc9R7sc3JyCAoK4oYbbkBRFDRN4+TJk4wdO7bG/SqMg/mMqe9iklVgJq/kPKXlVkrLrcSeyiOstRunzl+8DC0sU9mfmkufDj41BvusAjMBns5wxva3v4czWQXNo1cPtp55bnE5JeUqJeUqe0+ep0tbD5L/UOeCUgt7EnMY1NmPt7cn4+liRK9TUK0abbxMZOSV2fM6mJqHxapx+nwJyVnFhPq5cvh00xunrYqrty/Obh4YnE0YnE20Dovi/JmTeAYE2dM4uboTENGNs0d/tQf7Qxs+oLQwjyF/bVpXsFfjXFE5BaX5lFmslFngaHohoT4upP3hKrbYrHIkrYCewZ41BvuOfq48PqQDYJsj6hXsiapp7E3Nq/d61EZdfgk99thjl00zbtw4xo0bV+G99u3b8+KLL15239qssYcGWHq5ZMkSOnbsyBdffIGrqytRUVE4OTnRtWtXunbtWu1+I0aMYOnSpSxdurS+iwjA9hPZdA/2RK+As0FHVFsPUs4V08rFiLuzHgAng47r2nuTklNzr35HwjlGRwUAENXWg6IyS7MZwgH4/mgmvUO90esUTEYd3UO8SMwswtvNiMeFSTlng44B4b6czLJdoe1OzGH0tbY63xYdyPdHbePgW45k0qejDwDerkZC/V05VcM4blPTrltfshKPYlVVLOZSspOP49WmHaUFeZiLbSusLOYy0uJj8QxoB8CJnd9y9tivDLz/aRRdy1ndvDc1j8gAN3QKOOkVwv3dOJ1biqezAVenC+eIXqF7oCdnagj0AI98Fse0C6/dybm8+fOpJhPooW6XXjYViqY1THHPnTvHu+++i5eXF/v27eP111+v9b79X9x+1cdfPLYLPdt50crFSE5xOWt2pGDQ26bUvrqwTOzu64O5+ZoANA3WH0rnk1/P0MnfjfljOqNTQKcofP9bFu/sSgXgzl6B3NOnHT5uTpwvNvPzyRyWbjoBwJMjwujbwZtSi5XnNv5GfHrdLL3MroPho5fu7s71Hb3xdnPiXIGZVzafwKC3BaWPdp8C4IEhodweHYxV0/j0l9O8uyOFzm3ceeGubuh0CjoFNh5KJ2ZLImCb8/j33d3xcjVy9GwBsz48aF96+cwtXRjU2Q/VqvHG1kQ2HEy/6joA3Dcy7Krz+OntF8g4cZiywnxcPFvR7eZ7sKq2SeiIQbYryrjNn3Ny92ZQdIT1H0nk8Fs5fyaJXf95Ce3CJXb7XgPpNuZuAN6fMRY3n9YYnW0TuO169KfbmLspycth44uPUV5aDIoOo7OJW+a9gZOL61XX4+Cpq79SemxIKFFtPPAwGcgrKefjA2kYdLZz5LvfbPMs465pzbBwXzQNvj+ezYajWbT3dmH6oPboFAVFgV1J5/nswr/xmEh/xl8bQCsXI3ml5ew/nc8bO1MrHPeRge359VRenS29/Oz+XledR2JW7TsknfyrX+zQlDRYsP/d/v37iY+P5+677671PnUR7FuKugj2LUVdBPuWoi6CfUtRF8E+IbP2wT6sdfMI9g2+GqdXr1706nX1/xhCCFFfmtPwTG05zDp7IYSoLXl4iRBCOIKWF+sl2AshRGUtMNZLsBdCiMpkzF4IIRxAAy9SbBAS7IUQopKWF+ol2AshxCVaYMdegr0QQlQmSy+FEMIRtLxYL8FeCCEqu5KHlzQXEuyFEKISGcYRQghH0PJivQR7IYSorAXGegn2QghRmSy9FEIIByBj9kII4QCkZy+EEA5Agr0QQjgAGcYRQghH0PJivQR7IYSorAXGegn2QghRmYzZN5J2AR6NXYQmw8vDubGL0GRkFVoauwhNhlGva+witCjy8BIhhHAALS/US7AXQohLWKVnL4QQLV/LC/US7IUQ4hItsGMvwV4IISpTW2C0l2AvhBCV1OUvaFetWsX+/fvx8vJixYoVVaaJi4tj7dq1qKqKh4cHixcvxmw2s3DhQiwWC6qq0rdvXyZOnAjA66+/zsmTJ9E0jbZt2/LII49gMplqLIcEeyGEqKQuO/ZDhw5l9OjRxMTEVLm9qKiINWvWMHfuXPz8/MjLywPAaDSycOFCTCYTFouFBQsW0KNHDyIiIpg8eTKurq4AvPvuu2zatIlbb721xnLI4lwhhKhEu4L/Lqdr1664u7tXu33Hjh306dMHPz8/ALy8vABQFMXeW1dVFVVVURQFwB7oNU3DbDbXqk7SsxdCiEqu5IHjW7ZsYcuWLfa/R4wYwYgRI2q9f1paGhaLhUWLFlFSUsKYMWMYMmSIrRxWK7NnzyY9PZ1Ro0YRHh5u32/VqlUcOHCA4OBgJk2adNnjSLAXQohKrmTM/sYrDO6VqapKUlIS8+fPx2w2M2/ePMLDwwkMDESn07Fs2TKKiopYvnw5qamphISEADBt2jSsVitvv/02u3btYtiwYTUeR4ZxhBCiEqu19q+r5evrS/fu3TGZTHh6ehIZGUlKSkqFNG5ubkRFRREbG1vhfZ1OR//+/dmzZ89ljyPBXgghKrGi1fp1taKjo4mPj0dVVcrKykhISCAoKIj8/HyKiooAMJvNHDp0iKCgIDRNIz09HbCN2e/bt4/AwMDLHkeGcYQQopK6XI2zcuVKjh49SkFBAVOnTmXixIlYLLab+I0cOZLg4GB69OjBrFmz0Ol0DB8+nJCQEFJSUoiJicFqtaJpGv369aN3795YrVZiYmIoLi4GoH379jz44IOXLYeiNYPbu9317oHGLkKTkV9cu5l3RxDe1quxi9BkZOWXNnYRmowPJ/W46jz+dySj1mlvuSbgqo/XEKRnL4QQlTT9LvCVk2AvhBCV1MVYfFMjwV4IISq5knX2zYUEeyGEqKQZTGVeMQn2QghRSR0sn29yJNgLIUQl0rMXQggH0PJCvQR7IYS4hDy8RAghHIAM4zRjU/uH0CvYk/xSC7PWx1eZpmuAO5OvD0KvUygotbD42wSMOoVFN4Vj1OnQ6WBPci6fHrTdl2JUFz/GRLamjaczD350iIIy1Z7PU8M7kllYBsAvKXl8fii9YSpaC48P7cD1od7klpTz948PV5nm2kAP/jagPQadQn6phae/PoZRr7BsfFeMegW9TmHHyRzW7T0DwNhrAri1WxsCvUzc9c6v5Jfafg4+LNyXO3va7ttRUq7y2vZkks4VN0xFa+Hunm2IauNOQZnK0q1JVaYJ83NlwrWt0SsKRWaVV3akYtApzBwUgkGnoFMUYs8WsDE+G4BBHVoxtJMP/u5OPPPNCYrMts+Fi1HH3T3b4udmxGLV+GB/GmkFTecX0X/r346eQbZz5On//lZlmsgAdyZdF4RBBwWlKv/8znaOLBgdhlGnQ6+DPSl5fHbhHBnZ2Y+bIv1p4+nMwx8ftp8jkQHuzBrWgcxCW/33pubyxaHa/2q1vrXAWO84wf7HxHN8G5/FIwPbV7nd1ajngb7BPL8lkXNF5XiabE1TbtX457cJlFms6BVYfFMEsWfyOZFdzG+ZRew/lcCC0WGX5Hcso5AXt56s1zr9WZt/y2b9kQxm3dCpyu1uTnqmD+rAvA3xZBWa8XK50Baqxpz1xyi1WNHrFJbf2pV9qXnEZxRyNL2APSnneXFc1wp5peeX8fRXRyk0q0SHePHokA48/kVcvdextvak5rH95Hnu7V31jaRcjDomdgvg9Z9Pcb7EgruTHgCLVePVHamYVQ2dAo8Nas+xjEKSz5eSlFNCXMYpZgwMqZDXyAhfzuSV8tYvZ2jt7sSd3QOI2Xmq3utYWz8m5PBtfDbTBoRUud3VqOf/+gSz9PtLz5F/fZdoP0cWjQ4n9kw+CdnFHM8qYv/pfBaMuvQcic8sZFk1X7CNrQXG+oYJ9gkJCQCEhYVx+vRpYmNjCQwMpFevXg1xeACOZRTh7+ZU7faBHb35JTWPc0XlAPaeKUCZxbYQS69TMOgU+wchOaek3spbn46kFdDao/q2GBruy86kHLIu9LrySi62RemFtjD83hYXukCJ2VX31o9lFNr/Pz69EL8a/g0aQ+K5EnxcjdVu7x3sycG0As5faIPCC710ALNqq7teZ7vS+f1zcTqvrMq82ng4s/nEOQAyC834uhrxcNbbe7uNLT6zqMZ/nwEdW7E3Nfey54i+BZwj1hbYta/3YP/pp58SGxuLqqp069aNEydOEBUVxddff01ycjITJkyo7yLUSltPZ/Q6hQWjwnAx6tl4NIvtJ3MAUBRYektn2ng48218NgnVBLY/ivB348WxXcgpLme4ViCBAAAgAElEQVTdr2c4ndt8blQV3MqEXqfjhXGRuDjp+fpQOt8ftw1R6BR45Y5rCPQy8b8jGfyWWVTrfEdF+rPvVG59FbtetHZ3Qq8ozBgYgsmg44fEHPaeygdAAZ4aFoq/mxM/nTxPyvma/43P5JXSva0HJ8+VENLKhLeLkVYmQ5MJ9pfT1sOEXgfzR4ZhMurYdCyLn06eB2znyPM3d6aNhxPf/ZZd7Zf/H4X7u7H0ls6cLynn/X1nOZ3XdM6RlhfqGyDY7969m2XLllFeXs7DDz/M66+/jqurK+PGjeMf//hHtcG+wqO+Iu+q72Ki0yl09HXl2e8ScNIrPDsmghPZRaTll6FpMPu/v+Fq1DNrWAfatTJxqobgnZRTzCOfx1FmsdIjyJNZwzrw2JfH6r0OdUWnKIT7uzFn/TGcDTpeui2K+IxCzuSVYtVg+qdHcHPSM390BO19XEipRe+tW6AnIyNbM+vLow1Qg7qjUxTatTLx2s5UjHodjw9uT3JOCVlF5WjAi9uScTHqePD6INp6ONU4Br/lRA4Trm3N08NCScsv43ReabP68Y5OBx18XXlucyJOeoXFN0VwIquY9ALbOfLM/2znyBPDQgluZaqxg5OcU8yMz49eOEc8eGJYB574qumcI7Ia50/Q6/XodDqcnZ0JCAiwPyjXycnJ/vDcqvzxOY4NcYvjnKJyCkvzKbNYKbPYhn3ae7uQln/xkry4XCUuvZDuQZ41BvuS8ouncOyZfPS64CZ1uX452UVmCk7lXmgLK0fS8ung68qZP/S8iswqh87kE93O67LBPtTHhceGdmD+ht8oKLPUmLapyS0pp8isYlY1zKpK4rligrxMZF0YygDbv/eJ7GIiA9xJK8ipNq9Si5UPDlycqF84spN9SKQ5yCkup7CswH6OxGcU0t7HRHpBxXPkaHoh3QM9agz2Fc+RAv6vj9KkzpEWGOvr/0lVBoOBsjLbh2Hp0qX294uLi9Hpms6DsvadyqVzgDs6BZz0CuF+tuDm4WzA1WiblDPqFa4N9ODsZS43vUwXv0M7+bmiQ2kyH+La2J10nqg2HugUcDbo6BzgzqncErxMBtwuTFA66RV6tqv5Sw/A392J+aMjWPZ9YoUvi+bicFohHX1d0Cm2f//23i5kFJTh7qTHxWj7/Bp1Cp393cgoqHqs/ncuRh36C/2bfu29SMwuts+BNAf7TuXRubWb/RwJ83PlTF4ZHs76iudIWw/OVjNv8bsK54ivK4pCkzpHrJpW61dzUe8PLykvL8dovHQCLD8/n9zcXPvDc2tSFz37RweH0jXAHQ+TgbyScj6NTUOvs515W47bJs3GRrVmaJgPmgZbT5zjm2NZhHibmDagPTpFQafAz8m59mWUo7v4M+6a1rRyMZJXaiH2dB7/7+dTjOrix42d/bBawaxa+c/eMxzPqv3Ydk3q4uEls0d0olugJ54mA7klFt7bexrDhbb45mgmALf3aMvIzv5Y0fj2WBZfHUon1MeFWcM7odMpKAr8lJDDB7/all6OuzaAO3sE4u1qJLeknL2pubz8QxIzh3ZgQEcfMi8EQtWqMfPzulmNUxcPL5kcHUiYnyvuTnoKyix8E5+N/sIV585k2/zC8DAf+oZ4YQV2p+TyQ+J5Aj2dubdXWxQFFEUh9kw+m36zfY4Gd/RmRLgPHs4GCsssHM0o4sPYdEK9TdzbO9D2WLkCMx8cSKvQw70adfHwkhmD2hP5h3Pks4Pp9s/F7+fILVH+DOnki6ZpbEvIYeOxLEJamfj7wBB0ioKCrY1+X0Y5qosfY6Ns50h+qYUDZ/J58+dTjOzsx42dfVEvnCPv7TvDiay6WZJbFw8vWb075fKJLni4b9Ur/JoaeVJVMyNPqrpInlR1kTyp6qK6CPZv/Jxc67RT+4Ve9fEagsOssxdCiNpSm8/oWq1JsBdCiErkSVVCCOEAmv7g9pWTYC+EEJXIYwmFEMIBNKcllbUlwV4IISppgbFegr0QQlSmtsBxHAn2QghRSQuM9RLshRCiMgn2QgjhADRZZy+EEC2f9OyFEMIByGocIYRwAJY67NqvWrWK/fv34+XlxYoVK6pMExcXx9q1a1FVFQ8PDxYvXozZbGbhwoVYLBZUVaVv375MnDgRgFdeeYXExEQMBgOdOnXi4YcfxmCoOZxLsBdCiErqsmc/dOhQRo8eTUxMTJXbi4qKWLNmDXPnzsXPz4+8vDwAjEYjCxcuxGQyYbFYWLBgAT169CAiIoKBAwcyY8YMAF5++WW2bt3KyJEjayyHBHshhKikLn9B27VrVzIzM6vdvmPHDvr06YOfnx8AXl62W3crioLJZAJAVVVUVbU/3a9Xr172/cPCwjh37txlyyHBXgghKrmSWF/hedlUfKRqbaSlpWGxWFi0aBElJSWMGTOGIUOGAGC1Wpk9ezbp6emMGjWK8PDwCvtaLBZ++uknpkyZctnjSLAXQohKruR29lca3CtTVZWkpCTmz5+P2Wxm3rx5hIeHExgYiE6nY9myZRQVFbF8+XJSU1MrPN1vzZo1REZGEhkZednjNJ2HwAohRBOhWrVav66Wr68v3bt3x2Qy4enpSWRkJCkpFR+L6ObmRlRUFLGxsfb3Pv30U/Lz85k0aVKtjiPBXgghKrFqtX9drejoaOLj41FVlbKyMhISEggKCiI/P5+iItuzq81mM4cOHSIoKAiA77//noMHD/LYY4+h09UujMswjhBCVFKXj+ZeuXIlR48epaCggKlTpzJx4kQsFgsAI0eOJDg4mB49ejBr1ix0Oh3Dhw8nJCSElJQUYmJisFqtaJpGv3796N27NwBvvvkm/v7+zJ07F4A+ffpwxx131FgOeeB4MyMPHL9IHjh+kTxw/KK6eOD4Y1/H1zrtyvFdrvp4DUF69kIIUYlD3y7BYrHw+eefs3PnTs6fP4+3tzf9+/dnwoQJODk51WcZOXk6r17zb04KCsoauwhNxtjuAY1dhCbjzcWvNXYRmo5JV98WzWDA44rVOti/+eabnD17lvvvvx9/f3+ysrL48ssvycnJYdq0afVZRiGEaFCqIwf7vXv38uqrr+Lm5gZAcHAw4eHh9p/sCiFES9ECY33tg32rVq0oKyuzB3uwLQfy9vaul4IJIURjcegHjg8ePJjnn3+e0aNH4+vry7lz5/j2228ZPHgwR44csae75ppr6qWgQgjRUFpgrK99sN+8eTMAX3755SXv/75NURRee00mioQQzZtDT9BWd3tOIYRoaVpgrJd19kIIUZlDr8YRQghH4dDDOEII4Sgc+he0QgjhKKRnL4QQDqAFxnoJ9kIIUVldPJSkqZFgL4QQlcgwjhBCOICWF+ol2AshxCUc+t44QgjhKFpgrJdgL4QQlcmYvRBCOABZjSOEEA6gBXbsJdgLIURlMowjhBAOoAWO4kiwF0KIyrQWuNLeYYL9/Fs6MzDMl/NF5fzlzb1VpukV0oonR4Zh0CnkFpfzt3WxOOl1rJ7UA6Neh0Gn8H18Fqu3JwMQ6GXiudu64uViJD69gAVfH8Ni1Wjj6cyCW7rQytVIfqmFBV8fI7OgrAFrW7Pn7ohiaBd/zhWaGbdyV5Vpru/ozTO3dMGg15FbZOa+1XtxMuhY97frcTLo0OsUvjuczqtbEgEI8nbhpb92o5WrE3Fn8pj9yWHKVdsJM/raAKaPCEMDfksrYNZHhxqqqpe1+a0VJB3cg6tnK+791+oq05yOP8iPH7yBVbXg4uHFHXOWYyk389mSJ1Et5VhVlbDoQfS7bRIAm/7fUjKST6DX6wno0Jnhk2eiN1w81dJP/sYnzz3GTVP/Qfh1gxqknrXxxsJ7uGnwNWTlFBB95/NVphnUO5xlT92O0aDnXG4hIx98meCAVqx5dhKtfT3QNHj7853EfPgDANdGBPHq3L/g5uJMytlz3D/3XQqKSvHxcuODZQ/QO6o969bv5vEXPm3Aml5eCxzFcZxg/7+D6Xyy7wyLx0ZWud3d2cDs0eE8+tEhMvLL8HY1AmBWrfx93UFKylX0OoU1k3qyKyGHI2fzmT68Ix/8cprNRzOZc1ME43u05fP9Z5k5ohMbDqez4XAG0e1b8ciwDixcH9+Q1a3Rl7+e5f1dqSydeG2V2z1MBhaM78pDb/9KWl4pPm5OAJgtVqa8uZdis4pBp/D+1OvZ/ls2B0/lMeumCN7dkcI3h9JZdGtXbo8O5qM9p2jv68rDwzpy9xt7yC+x2PNqKroOHEn3G8bx3ZplVW4vKy5k23uvMf6J5/D0bU1xfi4AeoORCU+/iJPJBdVi4dMlTxDa7Tradoqkc9/hjHp4NmAL/HHbN9Jt+FgArFaVnZ++RUhU74ap4BV477+7eePjH1nz7KQqt3u5u/DyPyYy/pFVnEo/j7+3OwAW1cqcl74gNv407q7O7PpgNt/viSf+ZDqvL7ibOf/+kh2/JjBpfF8en3wD/1y1gdKycv656n90DQskqlPbhqxmrbTE1Ti6hjjImTNnOHz4MKWlpRXej42NbYjDA3DgVB75JZZqt4++pjXbfssmI9/WAz9fXG7fVlKuAmDQKRj0iv0S77pQb7YeywJgw6F0hkT4AdDRz419ybagsC8ll8EX3m8q9iWdJ6+kvNrtt/Roy+a4DNLybP9eOUVm+7Zi84W20CsY9Dr7xW7fTj58eyQDgK/2n2FEVGsA7rw+mA9+TrW3/R/zagqCOl+Lyd2j2u3xu7fRqdcAPH1t9XH1bAXYnrfsZHIBwKpasFpUFBQAOnS/HkVRUBSFgA6dKTyfbc/v4JavCYseaM+nKdm5P5GcvOJqt991UzRff3+QU+nnAcg6XwhAenY+sfGnASgsLiM+KZ1Af1v9wkJas+PXBAC27o7n1ht6AFBcamZX7ElKy6r/HDYmTdNq/Wou6j3Yf/PNN7z44ots3LiRJ598kr17Lw6hfPjhh/V9+FoL8XHF02TgjXt78J//682YawPs23QKvP9gNN89PoA9J88Td7YALxcjBaUW++PLMvPLaO3hDMDxjEKGdbEF+GGd/XB3NuDl0nwuokL93PB0MfKfh6/j8+l9Gd8r0L5Np8CXj/Zj57xh7DpxjkOn8mzDVSUWe28oPa+M1p7OF/JyJdTPjQ+mXs9H0/owsIl98V1ObvppyooL+WzpU3y46BGO7dxs32a1qry/4O+8OfMuQqJ60qZTlwr7qhYL8bu+p/210QAUns8mcf8uug27pUHrUFfC27emlacr3745k53vP83dt1x/SZqQtj706BzM3iPJABw7mcbYod0AmHBjL4IDvBuyyH+aptX+1VzUewT6/vvveeGFFzCZTGRmZvLSSy+RlZXFmDFjavxW3LJlC1u2bLH94TG6vouJXqfQpa0H096Pxdmg5+0pPTlyJp/UnBKsGtyzZh/uzgaW3RFFJ383sgur76G+/H0iT48K55ZubTiQmkdGfhmqtd6rUGcMOoWoIE/uf3MfzkYdH03rw8HUXJKzi7FqcNsrP+NhMvDafT0JD3Anq4b5CINOob2fK5NW7yXAy8S6v13HuJW7KCit/iqrKbGqKpnJJ5jw9AtYzGV8/K/HaNMpEu82weh0eu755+uUFRfyv1cXk306Gb/gUPu+2957laDO1xAUYRsu+/GDNxhw5wMouga5oK5zBr2OXpHtuOlvr+JiMvLDu0/yy6FkElIzAXBzceLD5Q/y1PLPKSiyXRX+bdH7rHj6DuY8NJoNPx7GfOEquamTe+P8CZqmYTKZAGjdujWLFi1ixYoVZGVl1RjsR4wYwYgRIwC47rkf6ruYZOaXkVdSTmm5ldJyKwdS8whv7U5qTok9TWGZhV9TcunX0Yd1e07hYTKgVxRUTaO1p7N9Eja70MzTn8cB4GLUM6yLP4VlzSO4AaTnlZJbbKakXKWkXGVf0nk6t/UgOfviJX5BqYU9J3MYFOHH2z8l4+liQK9TUK0abbycybwwHJaeV8ahU7lYrBpnzpeQnF1Mez9XjpzOb6zqXRF3H39M7p4YnU0YnU0Edb6W7FMn8W4TbE/j7OpOcJfupBzeaw/2u79aR0lBHjdMnmlPl5l8nI2vLwGgtDCP5EO/oNPr6dSrf4PW6c86k5nLubwiikvNFJea2bE/gW4RQSSkZmIw6Phw+UN8vHEfX289aN/neHIGY6fFALYhnZsGRTVW8a9IC4z19T+M4+XlRXJysv1vk8nEnDlzKCgoIDU1tb4PX2s/Hs+mR7AXekXB2aDjmkBPks8V08rViLuz7TvR2aDj+g7eJJ+zBb19KecZHukPwM3d2rD9hG1s1svFeGH0FqYMCOG/B9MavD5X4/ujmfQK9UavUzAZdXRr58XJzCK83Yx4mC62Rf8wX05mFQGwJzGHUdfYhr5u7RXE90dtvb0tRzO5vqMPAK1cjYT6uXL6D1+gTV2nnv04eyIOq6pSXlZKxsl4vNuGUJyfS1mxbczaYi4jNW4/3m3bAXDkx42kHtnHTVOfqdCLv3/Zf/i/5bZXWPQght03o9kEeoD//nCI/j06odfrcDEZue6aUOKT0gHbSp7fktJ5Zd3WCvv8PomrKApzHhrFm5/taPBy/xlWq1brV3NR7z376dOno9frK7yn1+uZPn26vefeEP51ayS927eilYuR/83ox+rtSRj0thPxi/1nST5XzK6TOXzwUDSaBl/HppGYVURYazcWje2CTlHQKQpbjmWyI+EcAK9tPclzt3Xl70M68FtGAV/H2oJ67wsrcDTNNjH84qbjDVbP2ljxl25c19EHbzcjPzwzhFc3J2DQ276ePt5zmpNZRfx0PJuvZ/bHqml8tvcMJzIKiWjjztKJ16JXFBQFNh3O4Id42wT18k3Heemv3Zk5MpxjZ/P5bK9twm7H8WwGhvvyv8cHYNU0ln1znNzipjMpt/GNJZyOP0RpYR5vPXEPfW69D6tquwrrNuwWfAJDCL02mvcXTEVRFKIGj8YvOJSsUyfZvGY5VqsVNCvh1w2mY4++AGz9zyt4+gbw8b8eAyCs9wD6jL+30epYW+8umcKg3uH4tXInYdOzPPvGNxgNtnN3zWc7+C0pg827jrL3k2ewWjXWfrmLo4lp9O/RkXtu6cPh42fY/dEcABa+tp5vdxxl4uho/nbXYAC+3hrLf77ebT9e/IbFeLiZcDIaGDusG7dMiyH+ZHrDV7wKdTnxumrVKvbv34+XlxcrVqyoMk1cXBxr165FVVU8PDxYvHgxZrOZhQsXYrFYUFWVvn37MnHiRAA2bdrEhg0byMjIYM2aNXh6el62HIrWDKaTG2IYp7koaELr9Rvbo+M6N3YRmownH1ne2EVoMkoOvHbVeQx+aWet025/YkCN248ePYrJZCImJqbKYF9UVMS8efOYO3cufn5+5OXl4eXlhaZplJWVYTKZsFgsLFiwgClTphAREUFSUhJubm4sXryYJUuW1CrYN58lIkII0UDqsg/ctWtXMjMzq92+Y8cO+vTpg5+fbaWal5cXYBv6+n2+U1VVVFVFUS4s7+3Q4YrLIcFeCCEquZJgX2HlIBUXl9RGWloaFouFRYsWUVJSwpgxYxgyZAgAVquV2bNnk56ezqhRowgPD699JSqRYC+EEJVcScf+SoN7ZaqqkpSUxPz58zGbzcybN4/w8HACAwPR6XQsW7aMoqIili9fTmpqKiEhIX/qOBLshRCikoZcZePr64uHhwcmkwmTyURkZCQpKSkEBl78MaObmxtRUVHExsb+6WDfPH/dIYQQ9aghb5cQHR1NfHw8qqpSVlZGQkICQUFB5OfnU1RkW9psNps5dOgQQUFBf/o40rMXQohK6nKN4sqVKzl69CgFBQVMnTqViRMnYrHYlveOHDmS4OBgevTowaxZs9DpdAwfPpyQkBBSUlKIiYnBarWiaRr9+vWjd2/bDfS++eYb1q9fT25uLk899RQ9e/Zk6tSpNZZDll42M7L08iJZenmRLL28qC6WXl7//A+1TvvLP4Ze9fEagvTshRCikqbfBb5yEuyFEKKS5nQbhNqSYC+EEJU0g9HtKybBXgghKmmBsV6CvRBCVCY9eyGEcAAtMNZLsBdCiMqkZy+EEA5AVuMIIYQDkJ69EEI4gBYY6yXYCyFEZTKMI4QQDkB69kII4QBkzF4IIRyADOMIIYQDaIEd++ZxP/tSS2OXQAjRXJjqoAvb8Ylvap325Etjrv6ADUB69kIIUUkz6ANfMQn2QghRWcuL9RLshRCiMqvV2thFqHMS7IUQohIZxhFCCAcgwV4IIRxBy4v1EuyFEKIy6dkLIYQDkGAvhBAOQJPbJQghRMsnPXshhHAAEuyFEMIBSLAXQggHIMFeCCEcQcuL9RLshRCisrq8N86qVavYv38/Xl5erFixoso0cXFxrF27FlVV8fDwYPHixZjNZhYuXIjFYkFVVfr27cvEiRMByMzMZOXKlRQUFNCxY0dmzJiBwVBzOJdgL4QQldTlMM7QoUMZPXo0MTExVW4vKipizZo1zJ07Fz8/P/Ly8gAwGo0sXLgQk8mExWJhwYIF9OjRg4iICNatW8fNN9/MgAEDWL16NVu3bmXkyJE1lkNXZzUSQoiWQruC12V07doVd3f3arfv2LGDPn364OfnB4CXlxcAiqJgMpkAUFUVVVVRFAVN04iLi6Nv376A7ctk7969ly2H9OyFEKKSK+nZb9myhS1bttj/HjFiBCNGjKj1/mlpaVgsFhYtWkRJSQljxoxhyJAhgG04afbs2aSnpzNq1CjCw8PJz8/H1dUVvV4PgI+PDzk5OZc9jgR7IYSo5EqC/ZUG98pUVSUpKYn58+djNpuZN28e4eHhBAYGotPpWLZsGUVFRSxfvpzU1FRatWr1p44jwzhCCFGJ1Wqt9etq+fr60r17d0wmE56enkRGRpKSklIhjZubG1FRUcTGxuLh4UFxcTGqqgKQk5ODj4/PZY8jwV4IISqrwzH7y4mOjiY+Ph5VVSkrKyMhIYGgoCDy8/MpKioCwGw2c+jQIYKCglAUhaioKHbv3g3ADz/8QHR09GWPo2jN4NcDpZbGLoEQorkw1cHgtOdf/lPrtPkfTapx+8qVKzl69CgFBQV4eXkxceJELBZbUPt9Bc369evZtm0bOp2O4cOHc/PNN5OSkkJMTAxWqxVN0+jXrx933HEHABkZGaxcuZLCwkI6dOjAjBkzMBqNNZbDYYL9gnnPsP3HH/Dx8eWLr/9XZZq9v+xh2dLnKbdY8Pb25u1311FWVsb9k+6h3GzGoqrcOHIU06Y/WmG/pc//i6+++Jzd+w7Y3/t20ze8EfMaKAqdO3dh6bKq19c2BmmLi6QtLmopbVEXwd7jrndrnbbg48lXf8AG4DATtONvncBf776Xuc/MrnJ7fn4+zz+7mFX/bw1tAwM5d+4cAE5OTqx5+11c3dwoLy9nyn13M3DQYLp17wFA3JHD5OfnVcgrJSWZt95czbvrPsTTy8ueV1MhbXGRtMVF0hYXNYM+8BVzmDH73tHX4Xlh/WpVNm74LzeMuJG2gYGAbdIEbGtdXd3cALBYLLbLL0UBbLPoLy1/kceffKpCXl98+gl/+es99uP9nldTIW1xkbTFRdIWF2maVutXc+EwPfvLSUlOxmKx8MCU+ygqKuKeeycxdvytgO0D+9c7J5Camspdf72bbt26A/DRB+sYOuwG/P1bV8wrJRmAyff8BdVq5e/TpjNg0OAGrc/VkLa4SNriIkdqC3l4SR3btm0bw4YNa8wi2FlUlaNH41j91lrKykqZdPdfuLZ7d0JDO6DX6/nki6/Jz8/n8Ucf4cSJ43h5efHdt5t4a+17VeaVkprCmrXvkZGRzv9NvpfPvvwvnp6ejVCzKydtcZG0xUWO1BbNqcdeW406jPPJJ59Uu23Lli3MmTOHOXPmNEhZAgLa0H/AQFxdXfH29qFXdDTHf4uvkMbT05Prru/Drh0/EX/sGKdSUxl700huunE4paUl3DL6xgt5BTB02HCMRiPBwe1o3z6U1As9meZA2uIiaYuLHKotNK32r2ai3nv2s2bNqvJ9TdPsN/ypyh9/ldYQSy+HDb+BJc/9E4vFQnl5OYcPHeLeSVPIycnBYDDg6elJaWkpu3/exf0PPMTgIUPZun2nff++0T3536bNAAwfPoKN32zg1ttu5/z5HFJSkglu167+K1FHpC0ukra4yKHaQqu7u142FfUe7PPy8pg7dy5uFyZwfqdpGvPnz6/vw9vNnvUE+/b+Qm7ueW4cPpi/PzLDvtZ14l1/pWOnTgwYOIg7bxuHotMx4fY7CA+P4Phv8cz7xxysVhWrVWPkqNEMGVrz0FP/gYPYtWsnt40dg06v5/Enn6ZVK++GqGatSFtcJG1xkbTFHzSjHntt1fs6+9dff51hw4bRpUuXS7a9/PLLzJw587J5yI+qhBC1VRfr7F3GvV7rtCXr/371B2wADvOjKiGEY6iTYH/La7VOW/K/6Vd/wAYgSy+FEKIyGbMXQggH0PQHPK6YBHshhKhMevZCCOEApGcvhBAOwKo2dgnqnAR7IYSoTIZxhBDCAcgwjhBCOADp2QshhAOQnr0QQjgA6dkLIYQDUGU1jhBCtHzSsxdCCAcgY/ZCCOEApGcvhBAOQHr2QgjhAKRnL4QQDkDujSOEEA5AhnGEEMIByDCOEEI4AOnZCyGEA5CevRBCOIAWOEGraFoLvF6pJ1u2bGHEiBGNXYwmQdriImmLi6Qtmi5dYxegOdmyZUtjF6HJkLa4SNriImmLpkuCvRBCOAAJ9kII4QAk2F8BGYu8SNriImmLi6Qtmi6ZoBVCCAcgPXshhHAAEuyFEMIByI+qamHVqlXs378fLy8vVqxY0djFaTTZ2dnExMSQm5uLoiiMGDGCMWPGNHaxGoXZbGbhwoVYLBZUVaVv375MnDixsYvVqKxWK3PmzMHHx4c5c+Y0dnFEJRLsa2Ho0KGMHj2amJiYxi5Ko41ivmUAAAMSSURBVNLr9dx333107NiRkpIS5syZQ7du3QgODm7sojU4o9HIwoULMZlMWCwWFixYQI8ePYiIiGjsojWab775hqCgIEpKShq7KKIKMoxTC127dsXd3b2xi9HovL296dixIwAuLi4EBQWRk5PTyKVqHIqiYDKZAFBVFVVVURSlkUvVeM6dO8f+/fu54YYbGrsoohrSsxd/SmZmJklJSYSFhTV2URqN1Wpl9uzZpKenM2rUKMLDwxu7SI1m7dq13HvvvdKrb8KkZy+uWGlpKStWrGDKlCm4uro2dnEajU6nY9myZbzxxhskJiaSmpra2EVqFL/++iteXl72qz7RNEnPXlwRi8XCihUrGDRoEH369Gns4jQJbm5u/7+9+1dNHgrAMP5auzm1dagIWQouTuqiQ5euCm5ivYJO3bwKFxEEXbwJB3e3gGApKEQUR12s0A5CiKZrv+ErnTyG8/yu4J0eQv6cKJvN6u3tTY7jmJ5zdp7naTKZaDqdyvd9HQ4HdTodvb6+mp6GH4g9/iwMQ/V6PaXTaVUqFdNzjPr8/FQ8HlcikZDv+3p/f1e1WjU9y4hGo6FGoyFJms1mGg6HhP4CEfs/aLfbms/n+vr60svLi2q1mp6enkzPOjvP8zQej+U4jprNpiTp+flZ+Xze8LLz2+/36na7Op1OCsNQpVJJhULB9CzgvzguAQAswANaALAAsQcACxB7ALAAsQcACxB7ALAAsQcACxB7ALAAsQcAC/AFLSJnvV6r1+tps9kol8spFovp/v5e9Xrd9DTgYnFlj0gJgkCtVkuPj48aDAYqlUpyXdf0LODiEXtEymKx0PF4VLlc1vX1tYrFoh4eHkzPAi4esUek7Pd73d7e/vNXqGQyaXAREA3EHpFyc3Ojj48P/Ty/b7fbGVwERAOxR6RkMhldXV1pNBopCAK5rqvlcml6FnDxOOIYkbNardTv97XdbpXL5SRJqVSKt3GAXxB7RF6329Xd3R2xB37BbRwAsACxBwALcBsHACzAlT0AWIDYA4AFiD0AWIDYA4AFiD0AWOAb6a8Uuen+SwsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = pd.Series(test_results)\n",
    "s.index.names = ['p', 'q']\n",
    "s = s.unstack().sort_index(ascending=False)\n",
    "sns.heatmap(s, cmap='Blues_r', annot=True, fmt='.4f')\n",
    "plt.title('Out-of-Sample RMSE');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimate GARCH(2, 2) Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The GARCH(2, 2) model achieves the lowest RMSE (same value as GARCH(4, 2) but with fewer parameters), so we go ahead and estimate this model to inspect the summary."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The output shows the maximized log-likelihood as well as the AIC and BIC criteria that are commonly minimized when selecting models based on in-sample performance (see Chapter 7, Linear Models). It also displays the result for the mean model, which in this case is just a constant estimate, as well as the GARCH parameters for the constant omega, the AR parameters, α, and the MA parameters, β, all of which are statistically significant:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:46:35.747033Z",
     "start_time": "2018-10-31T21:46:35.618590Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration:      5,   Func. Count:     50,   Neg. LLF: 7485.702807539992\n",
      "Iteration:     10,   Func. Count:     95,   Neg. LLF: 7484.0554748785635\n",
      "Iteration:     15,   Func. Count:    136,   Neg. LLF: 7484.022927167949\n",
      "Optimization terminated successfully.    (Exit mode 0)\n",
      "            Current function value: 7484.02292716963\n",
      "            Iterations: 15\n",
      "            Function evaluations: 136\n",
      "            Gradient evaluations: 15\n",
      "                     Constant Mean - GARCH Model Results                      \n",
      "==============================================================================\n",
      "Dep. Variable:              NASDAQCOM   R-squared:                      -0.001\n",
      "Mean Model:             Constant Mean   Adj. R-squared:                 -0.001\n",
      "Vol Model:                      GARCH   Log-Likelihood:               -7484.02\n",
      "Distribution:                  Normal   AIC:                           14980.0\n",
      "Method:            Maximum Likelihood   BIC:                           15019.0\n",
      "                                        No. Observations:                 4852\n",
      "Date:                Wed, Oct 31 2018   Df Residuals:                     4846\n",
      "Time:                        17:46:35   Df Model:                            6\n",
      "                                 Mean Model                                 \n",
      "============================================================================\n",
      "                 coef    std err          t      P>|t|      95.0% Conf. Int.\n",
      "----------------------------------------------------------------------------\n",
      "mu             0.0521  1.491e-02      3.491  4.804e-04 [2.284e-02,8.130e-02]\n",
      "                               Volatility Model                              \n",
      "=============================================================================\n",
      "                 coef    std err          t      P>|t|       95.0% Conf. Int.\n",
      "-----------------------------------------------------------------------------\n",
      "omega          0.0196  8.287e-03      2.365  1.804e-02  [3.354e-03,3.584e-02]\n",
      "alpha[1]       0.0247  1.470e-02      1.678  9.340e-02 [-4.148e-03,5.346e-02]\n",
      "alpha[2]       0.0627  2.196e-02      2.853  4.324e-03    [1.962e-02,  0.106]\n",
      "beta[1]        0.5648      0.181      3.120  1.806e-03      [  0.210,  0.920]\n",
      "beta[2]        0.3337      0.180      1.853  6.393e-02   [-1.932e-02,  0.687]\n",
      "=============================================================================\n",
      "\n",
      "Covariance estimator: robust\n"
     ]
    }
   ],
   "source": [
    "am = ConstantMean(nasdaq_returns.clip(lower=nasdaq_returns.quantile(.05),\n",
    "                                      upper=nasdaq_returns.quantile(.95)))\n",
    "am.volatility = GARCH(2, 0, 2)\n",
    "am.distribution = Normal()\n",
    "model = am.fit(update_freq=5)\n",
    "print(model.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check Residuals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:46:40.055786Z",
     "start_time": "2018-10-31T21:46:39.553487Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = model.plot(annualize='D')\n",
    "fig.set_size_inches(12, 8)\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-31T21:46:56.349412Z",
     "start_time": "2018-10-31T21:46:40.057255Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_correlogram(model.resid.dropna(), lags=250, title='GARCH Residuals')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "306.4px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
